Probing Pretrained Models of Source Code

16 February 2022

Papers citing "Probing Pretrained Models of Source Code"

24 / 24 papers shown

Title
ObscuraCoder: Powering Efficient Code LM Pre-Training Via Obfuscation Grounding Indraneil Paul Haoyi Yang Goran Glavas Kristian Kersting Iryna Gurevych AAML SyDa 34 0 0 27 Mar 2025
Toward Neurosymbolic Program Comprehension Alejandro Velasco Aya Garryyeva David Nader-Palacio Antonio Mastropaolo Denys Poshyvanyk 29 0 0 03 Feb 2025
A Survey on Adversarial Machine Learning for Code Data: Realistic Threats, Countermeasures, and Interpretations Yulong Yang Haoran Fan Chenhao Lin Qian Li Zhengyu Zhao Chao Shen Xiaohong Guan AAML 28 0 0 12 Nov 2024
Meta-Models: An Architecture for Decoding LLM Behaviors Through Interpreted Embeddings and Natural Language Anthony Costarelli Mat Allen Severin Field 11 1 0 03 Oct 2024
A Critical Study of What Code-LLMs (Do Not) Learn Abhinav Anand Shweta Verma Krishna Narasimhan Mira Mezini 22 1 0 17 Jun 2024
On the Limitations of Embedding Based Methods for Measuring Functional Correctness for Code Generation Atharva Naik 27 1 0 26 Apr 2024
AI Coders Are Among Us: Rethinking Programming Language Grammar Towards Efficient Code Generation Zhensu Sun Xiaoning Du Zhou Yang Li Li David Lo 28 10 0 25 Apr 2024
Structure-aware Fine-tuning for Code Pre-trained Models Jiayi Wu Renyu Zhu Nuo Chen Qiushi Sun Xiang Li Ming Gao 22 2 0 11 Apr 2024
Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models Terry Yue Zhuo A. Zebaze Nitchakarn Suppattarachai Leandro von Werra H. D. Vries Qian Liu Niklas Muennighoff ALM 23 8 0 01 Jan 2024
INSPECT: Intrinsic and Systematic Probing Evaluation for Code Transformers Anjan Karmakar Romain Robbes 14 2 0 08 Dec 2023
Pop Quiz! Do Pre-trained Code Models Possess Knowledge of Correct API Names? Terry Yue Zhuo Xiaoning Du Zhenchang Xing Jiamou Sun Haowei Quan Li Li Liming Zhu 21 2 0 14 Sep 2023
Evaluating and Explaining Large Language Models for Code Using Syntactic Structures David Nader-Palacio Alejandro Velasco Daniel Rodríguez-Cárdenas Kevin Moran Denys Poshyvanyk 26 8 0 07 Aug 2023
Substance or Style: What Does Your Image Embedding Know? Cyrus Rashtchian Charles Herrmann Chun-Sung Ferng Ayan Chakrabarti Dilip Krishnan Deqing Sun Da-Cheng Juan Andrew Tomkins 10 6 0 10 Jul 2023
Exploring the Robustness of Large Language Models for Solving Programming Problems Atsushi Shirafuji Yutaka Watanobe Takumi Ito Makoto Morishita Yuki Nakamura Yusuke Oda Jun Suzuki ELM 23 17 0 26 Jun 2023
Towards Understanding What Code Language Models Learned Toufique Ahmed Dian Yu Chen Huang Cathy Wang Prem Devanbu Kenji Sagae ELM 30 5 0 20 Jun 2023
Towards Efficient Fine-tuning of Pre-trained Code Models: An Experimental Study and Beyond Ensheng Shi Yanlin Wang Hongyu Zhang Lun Du Shi Han Dongmei Zhang Hongbin Sun 12 41 0 11 Apr 2023
Unveiling Code Pre-Trained Models: Investigating Syntax and Semantics Capacities Wei Ma Shangqing Liu Mengjie Zhao Xiaofei Xie Wenhan Wang Q. Hu Jiexin Zhang Yang Liu 11 15 0 20 Dec 2022
SimSCOOD: Systematic Analysis of Out-of-Distribution Generalization in Fine-tuned Source Code Models Hossein Hajipour Ning Yu Cristian-Alexandru Staicu Mario Fritz OODD 9 4 0 10 Oct 2022
CAT-probing: A Metric-based Approach to Interpret How Pre-trained Models for Programming Language Attend Code Structure Nuo Chen Qiushi Sun Renyu Zhu Xiang Li Xuesong Lu Ming Gao 20 10 0 07 Oct 2022
AST-Probe: Recovering abstract syntax trees from hidden representations of pre-trained language models José Antonio Hernández López M. Weyssow Jesús Sánchez Cuadrado H. Sahraoui 14 22 0 23 Jun 2022
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq R. Joty S. Hoi 196 1,451 0 02 Sep 2021
Probing Classifiers: Promises, Shortcomings, and Advances Yonatan Belinkov 221 291 0 24 Feb 2021
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation Shuai Lu Daya Guo Shuo Ren Junjie Huang Alexey Svyatkovskiy ... Nan Duan Neel Sundaresan Shao Kun Deng Shengyu Fu Shujie Liu ELM 183 1,098 0 09 Feb 2021
What you can cram into a single vector: Probing sentence embeddings for linguistic properties Alexis Conneau Germán Kruszewski Guillaume Lample Loïc Barrault Marco Baroni 196 876 0 03 May 2018